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M&Ms

Benchmarks

Task NameDataset NameSOTA ResultTrend
Cardiac MRI SegmentationM&Ms Zero-Shot Out-of-Distribution
Dice (Pool)92.7
15
Cardiac Image SegmentationM&Ms (Target C)
Hausdorff Distance13.11
15
Cardiac Image SegmentationM&Ms Target D 1.0
Dice Score87.16
15
Cardiac Image SegmentationM&Ms Target C 1.0
Dice Score0.8722
15
Cardiac Image SegmentationM&Ms Target B 1.0
Dice Score86.76
15
Cardiac Image SegmentationM&Ms Target A 1.0
Dice (%)83.21
15
Pathology ClassificationM&Ms (Underrepresented Class)
Accuracy86
14
LV / MYO / RV SegmentationM&Ms (test)
DC (Avg)86.82
13
Cardiac SegmentationM&Ms (out-of-domain)
Dice Score90.31
13
Medical Image SegmentationM&Ms (val)
Vendor A LV DC90.27
11
Cardiac Image SegmentationM&MS Domains B, C, D Average (target)
Average Dice80.12
11
Cardiac Image SegmentationM&MS Domain D (target)
LV Dice86.77
11
Cardiac Image SegmentationM&MS Domain C (target)
LV Dice85.41
11
Cardiac Image SegmentationM&MS Domain B (target)
LV Dice87.58
11
Cardiac Image SegmentationM&MS Average 1.0 (test)
ASSD2.95
11
Cardiac Image SegmentationM&MS Domain D 1.0 (test)
ASSD (LV)2.55
11
Cardiac Image SegmentationM&MS Domain C 1.0 (test)
ASSD (LV)2.87
11
Cardiac Image SegmentationM&MS Domain B 1.0 (test)
ASSD (LV)2.49
11
Cardiac Image SegmentationM&MS (test)
Domain B Score79.95
11
Cardiac Image SegmentationM&Ms Average
Hausdorff Distance17.98
10
Cardiac Image SegmentationM&Ms Target D
Hausdorff Distance14.24
10
Cardiac Image SegmentationM&Ms (Target B)
Hausdorff Distance18.18
10
Cardiac Image SegmentationM&Ms Target A v1
Hausdorff Distance22.55
10
Cardiac Image SegmentationM&Ms (5% labeled)
Dice Score87.04
8
Cardiac Image SegmentationM&Ms (2.5% labeled)
Dice85.36
8
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